Update existing tutorials

[EssamWisam]

In this PR, tutorials will be updated to satisfy the following two conditions:

• Run flawlessly on Julia 1.10 with the most recent package version
• Make plots only using the default gr backend of Plots.jl (i.e., remove the Python dependency)

To do:

• Replace Pkg.update() wth Pkg.instantiate() in tutorials
• Fix the problems with the tutorials having a ⚠️ (now requiring only review and merge of open PR's; see the tables below)
• Merge the new credit fraud tutorial
• Check all tutorials render properly (e.g, no overly long outputs)

[EssamWisam]

Data Basics

Tutorial Name	Changes Introduced
D0-categorical	Updated manifest only
D0-dataframe	Updated manifest only
D0-loading	Updated manifest only
D0-processing	Translated multiple plots
D0-scitype	Updated manifest only

[EssamWisam]

Introduction to Statistical Learning

Tutorial Name	Changes Introduced
ISL-lab-10	4 One-liners, 2 Plots
ISL-lab-2	1 Plot
ISL-lab-3	3 Plots Only
ISL-lab-4	4 Plots, 3 One-liners
ISL-lab-5	4 Plots Only
ISL-lab-6b	6 Plots Done but ML model output issue for last plot #200
ISL-lab-8	1 One-liner
ISL-lab-9	1 Plot Only

For some reason the lasso regressor in ISL-lab-6b after the MLJ update produces zeros for all coefficients.

[EssamWisam]

Getting Started

Tutorial Name	Changes Introduced
A-composing-models	One line
A-ensembles	Fixed Plots
A-ensembles-2	One line, Fixed Plots
A-ensembles-3	Fixed Plots. Now need to fix Deterministic only. #198
A-fit-predict	One line
A-learning-networks	to be removed 💀 #203
A-learning-networks-2	to be removed 💀 #203
A-model-choice	Updated manifest only
A-model-tuning	Fixed Plots
A-stacking	Fixed multiple plots. Now need to fix Deterministic only #198

I may not be able to commit the changes in the same order as in the table since I worked on multiple branches.

[EssamWisam]

Tutorial Name	Changes Introduced
EX-GLM	Two one liners
EX-airfoil	Fixed one plot.
EX-boston-flux	Fixed one plot.
EX-breastcancer	Fixed two plots and added two one liners (not easy)
EX-horse	Update manifest only
EX-housekingcounty	Fixed two plots
EX-powergen	Fix seven plots
EX-wine	Fix one plot
EX-AMES	Changed one line. Need to fix DeterministicComposite. #201
EX-boston-lgbm	Stuck at an error ArgumentError: NULL library handle #201
EX-crabs-xgb	Stuck at an error L1HingeLoss; edit From LossFunctions.jl, no longer supported. #201
EX-telco	Fixed one line. Stuck at error ERROR: type NamedTuple has no field feature_importances #202

[EssamWisam]

I found that I didn't validate the credit-fraud tutorials because it wasn't in the horizontal nav before fix-nav was introduced. Found some minor issues and fixed.

[EssamWisam]

Found that ensembles-3 required fixes to render properly after it was moved to the advanced section (e.g., correct Project.toml reference in code) so fixed that as well.

[review-notebook-app]

Check out this pull request on 

See visual diffs & provide feedback on Jupyter Notebooks.

---

Powered by ReviewNB

[EssamWisam]

@ablaom Excuse me for being unprofessional in not making PRs for these changes. Point is they were deterministic and minor so I thought it's faster to get by them quickly. Don't mind any cross you see next to a commit, it implies I pushed something from __site by mistake in that commit or a previous one (which I always straightforwardly fix with a revert).

I will merge this now.